Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-26T23:25:40.078539+00:00",
"frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15456,
"successRate": 0.4519562547517399,
"wilsonLowerBound": 0.4466870773777446
},
"vllm": {
"framework": "vllm",
"modelCount": 38181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10784,
"successRate": 0.28244414761268694,
"wilsonLowerBound": 0.2779504935644781
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4335,
"successRate": 0.4194890652215986,
"wilsonLowerBound": 0.4100061738757588
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18856242787186925,
"wilsonLowerBound": 0.18555345441815213
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4507,
"successRate": 0.20660096264038505,
"wilsonLowerBound": 0.20128017173109503
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010898379970544918,
"wilsonLowerBound": 0.008690623081188628
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3245,
"successRate": 0.12293995074824778,
"wilsonLowerBound": 0.11903325889759624
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10168668850867613,
"wilsonLowerBound": 0.0971649021199942
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5201,
"successRate": 0.41382877148313174,
"wilsonLowerBound": 0.4052455373267606
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3794,
"successRate": 0.15544083906915765,
"wilsonLowerBound": 0.15094953339266573
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 45990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11448,
"successRate": 0.24892367906066537,
"wilsonLowerBound": 0.2449929180062535
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3092,
"successRate": 0.13154088317876286,
"wilsonLowerBound": 0.12728014870742704
},
"vllm": {
"framework": "vllm",
"modelCount": 86763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11253644986918387,
"wilsonLowerBound": 0.11045071994022279
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5187,
"successRate": 0.1228593761102821,
"wilsonLowerBound": 0.1197622275807068
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36647,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3507,
"successRate": 0.09569678281987612,
"wilsonLowerBound": 0.09272710607385085
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21666,
"successRate": 0.24115669731306072,
"wilsonLowerBound": 0.2383704832017292
},
"transformers": {
"framework": "transformers",
"modelCount": 5353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10779002428544741,
"wilsonLowerBound": 0.09976182124253666
},
"vllm": {
"framework": "vllm",
"modelCount": 112719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16523,
"successRate": 0.1465857575031716,
"wilsonLowerBound": 0.14453297651148447
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3680,
"successRate": 0.1898375032241424,
"wilsonLowerBound": 0.18437838455653657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5601,
"successRate": 0.1299264654712473,
"wilsonLowerBound": 0.1267854699564439
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7136,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 612,
"successRate": 0.08576233183856502,
"wilsonLowerBound": 0.07948623330640471
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5988,
"successRate": 0.1864491219329929,
"wilsonLowerBound": 0.18222712215271233
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20266052197218545,
"wilsonLowerBound": 0.19949416666317507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2961,
"successRate": 0.29427549194991054,
"wilsonLowerBound": 0.28545087928858304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.2515503599686364,
"wilsonLowerBound": 0.24443883676843695
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17406,
"successRate": 0.2738730233655889,
"wilsonLowerBound": 0.27041970257084336
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 187,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 125,
"successRate": 0.6684491978609626,
"wilsonLowerBound": 0.5981796683409485
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47174,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20822,
"successRate": 0.4413872048162123,
"wilsonLowerBound": 0.4369112081499924
},
"vllm": {
"framework": "vllm",
"modelCount": 37504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3876,
"successRate": 0.10334897610921502,
"wilsonLowerBound": 0.10030855969883865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 4.3148248291150565e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2739,
"successRate": 0.4311348968991028,
"wilsonLowerBound": 0.4190020694716365
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.03247192531457178,
"wilsonLowerBound": 0.02866754709140733
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4428,
"successRate": 0.32444314185228607,
"wilsonLowerBound": 0.31663893382137076
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13778,
"successRate": 0.509089565474431,
"wilsonLowerBound": 0.5031326483331547
},
"vllm": {
"framework": "vllm",
"modelCount": 63998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6565,
"successRate": 0.10258133066658333,
"wilsonLowerBound": 0.10025439462268444
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12875,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1938,
"successRate": 0.1505242718446602,
"wilsonLowerBound": 0.14445179089486898
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-26T23:39:20.480700+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1371.6960000000001,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9255865936059875,
"queueWeight": 0.9255865936059875,
"recentSuccess": 52,
"recentSuccessRate": 0.416,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.3333576375470552,
"running": 9,
"selectionWeight": 2.3139664840149687,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 28577
},
"Biren_166m": {
"available": true,
"backlogHours": 122.84693877551021,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32184972209635365,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.17857142857142858,
"recentTerminal": 196,
"recentWilsonLowerBound": 0.13129088009696172,
"running": 8,
"selectionWeight": 0.41840463872525974,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.666666666666664,
"waiting": 4013
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1079.7142857142858,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31692288057881435,
"queueFactor": 0.9594214177725819,
"queueWeight": 0.9594214177725819,
"recentSuccess": 17,
"recentSuccessRate": 0.20238095238095238,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.13037349630137582,
"running": 7,
"selectionWeight": 0.30406259940949676,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.0,
"waiting": 15116
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 472.9189189189189,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.34045445953764886,
"queueFactor": 1.0858947493637958,
"queueWeight": 1.0858947493637958,
"recentSuccess": 22,
"recentSuccessRate": 0.1981981981981982,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.1346877647184602,
"running": 7,
"selectionWeight": 0.36969771000942175,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.5,
"waiting": 8749
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.907407407407405,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.027777777777777776,
"recentTerminal": 324,
"recentWilsonLowerBound": 0.01468130680719853,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.0,
"waiting": 2371
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 140.79611650485435,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5497014372275042,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 45,
"recentSuccessRate": 0.21844660194174756,
"recentTerminal": 206,
"recentWilsonLowerBound": 0.16745743653584763,
"running": 12,
"selectionWeight": 0.7146118683957555,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.333333333333336,
"waiting": 4834
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2664.8333333333335,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.302385207808379,
"queueFactor": 0.8378286912310189,
"queueWeight": 0.8378286912310189,
"recentSuccess": 14,
"recentSuccessRate": 0.3888888888888889,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.24784655417822946,
"running": 2,
"selectionWeight": 1.0911756941367328,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 15989
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 341.82142857142856,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6035290353984475,
"queueFactor": 1.1400813561387302,
"queueWeight": 1.1400813561387302,
"recentSuccess": 39,
"recentSuccessRate": 0.23214285714285715,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.17472133401077242,
"running": 8,
"selectionWeight": 0.6880722011461617,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 9571
},
"MetaX_c-500": {
"available": true,
"backlogHours": 712.4494382022472,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.29753850151164,
"queueFactor": 1.021157259545947,
"queueWeight": 1.021157259545947,
"recentSuccess": 30,
"recentSuccessRate": 0.33707865168539325,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.247426883281129,
"running": 4,
"selectionWeight": 1.324990860358981,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 10568
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2349.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.030988658297707,
"queueFactor": 0.8538336840619033,
"queueWeight": 0.8538336840619033,
"recentSuccess": 23,
"recentSuccessRate": 0.42592592592592593,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.30331621798657443,
"running": 5,
"selectionWeight": 1.734126528402273,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 21141
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2990.3636363636365,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.30602155493815303,
"queueFactor": 0.8234687751899266,
"queueWeight": 0.8234687751899266,
"recentSuccess": 8,
"recentSuccessRate": 0.24242424242424243,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.12831561346647294,
"running": 2,
"selectionWeight": 0.2519991950266377,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.5,
"waiting": 16447
},
"Vastai_va16": {
"available": true,
"backlogHours": 820.1359223300971,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.9263471860992855,
"queueFactor": 0.999822397151232,
"queueWeight": 0.999822397151232,
"recentSuccess": 30,
"recentSuccessRate": 0.2912621359223301,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.2122881553421206,
"running": 16,
"selectionWeight": 0.926182664200086,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 14079
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 819.1653543307086,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.4341433523688018,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 27,
"recentSuccessRate": 0.2125984251968504,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.1504237410794609,
"running": 8,
"selectionWeight": 0.4341433523688018,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 17339
}
},
"queueAttemptedAt": "2026-09-26T23:35:41.151765+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-26T23:35:41.151765+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}